Feature learning and understanding : algorithms and applications /

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Detalles Bibliográficos
Otros Autores: Zhao, Haitao, 1986- (autor)
Formato: Libro
Lenguaje:English
Publicado: Cham, Switzerland : Springer, [2020].
Colección:Information fusion and data science
Materias:
Aprendizaje automático (Inteligencia artificial)
Big data
Tabla de Contenidos:
  • 1. A Gentle Introduction to Feature Learning
  • 2. Latent Semantic Feature Learning
  • 3. Principal Component Analysis
  • 4. Local-Geometrical-Structure-based Feature Learning
  • 5. Linear Discriminant Analysis
  • 6. Kernel-based nonlinear feature learning
  • 7. Sparse feature learning
  • 8. Low rank feature learning
  • 9. Tensor-based Feature Learning
  • 10. Neural-network-based Feature Learning: Autoencoder
  • 11. Neural-network-based Feature Learning: Convolutional Neural Network
  • 12. Neural-network-based Feature Learning: Recurrent Neural Network.

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